2018. School of Urban and Environmental Engineering UNIST, Korea (PhD)
2013. School of Urban and Environmental Engineering UNIST, Korea (BS)
2020 - present: Assistant Professor, SeoulTech (Seoul National University of Science and Technology), Seoul, Korea
2018 - 2020: Senior Researcher, Korea Aerospace Research Institute (KARI),Korea
2012: Intern (IT department), SIMENS, Seoul, Korea
2011: Visiting researcher, NASA GSFC, GMAO, Greenbelt, Maryland, USA
◾ Analysis of Hotspot Changes in Daegu Metropolitan City in Summer Using Landsat 8 Satellite Images, Korean Journal of Remote Sensing, vol.40 No.6 pp.1379~1389, 2024박선영
◾ Satellite Image-Based Field Compost Detection Using Deep Learning, Korean Journal of Remote Sensing, vol.40 No.6 pp.1409~1419, 2024박선영
◾ Satellite-informed smart sensor placement framework for near-optimal PM2.5 monitoring in urban areas, Environmental Science and Pollution Research, 2024박선영
◾ Burned-Area Mapping Using Post-Fire PlanetScope Images and a Convolutional Neural Network, REMOTE SENSING, vol.16 No.14, 2024박선영
◾ Differences in LCZ composition according to urban planning and impacts on urban thermal environment, ENERGY AND BUILDINGS, vol.314, 2024박선영
◾ Satellite-Based Cabbage and Radish Yield Prediction Using Deep Learning in Kangwon-do, Korean Journal of Remote Sensing, vol.39 No.3-5 pp.1031~1042, 2023박선영
◾ Environmental Monitoring and Forecasting Using Advanced Remote Sensing Approaches, Korean Journal of Remote Sensing, vol.39 No.5-3 pp.885~890, 2023박선영
◾ Direct aerosol optical depth retrievals using MODIS reflectance data and machine learning over East Asia, Atmospheric Environment, 2023박선영
◾ Change detection over the Aral Sea using relative radiometric normalization based on deep learning, REMOTE SENSING LETTERS, 2023박선영
◾ Synergistic use of multi-satellite remote sensing to detect forest fires: A case study in South Korea, Remote Sensing Letters, vol.14 No.5 pp.491~502, 2023박선영
◾ Proposal for a new customization process for a data-based water quality index using a random forest approach, ENVIRONMENTAL POLLUTION, vol.323, 2023박선영
◾ Retrieval of hourly PM2.5 using top-of-atmosphere reflectance from geostationary ocean color imagers I and II, ENVIRONMENTAL POLLUTION, vol.323, 2023박선영
◾ Evaluating the potential of burn severity mapping and transferability of Copernicus EMS data using Sentinel-2 imagery and machine learning approaches, GISCIENCE & REMOTE SENSING, vol.60 No.1, 2023박선영
◾ Performance of Drought Indices in Assessing Rice Yield in North Korea and South Korea under the Different Agricultural Systems, REMOTE SENSING, vol.14 No.23, 2022박선영
◾ Machine Learning-Based Forest Burned Area Detection with Various Input Variables: A Case Study of South Korea, APPLIED SCIENCES-BASEL, vol.12 No.19, 2022박선영
◾ Forest Burned Area Detection Using Landsat 8/9 and Sentinel-2 A/B Imagery with Various Indices: A Case Study of Uljin, Korean Journal of Remote Sensing, vol.38 No.5-2 pp.765~779, 2022박선영
◾ Identifying the Impact of Regional Meteorological Parameters on US Crop Yield at Various Spatial Scales Using Remote Sensing Data, REMOTE SENSING, vol.14 No.15, 2022박선영
◾ Estimation of the Hourly Aerosol Optical Depth From GOCI Geostationary Satellite Data: Deep Neural Network, Machine Learning, and Physical Models, IEEE Transactions on Geoscience and Remote Sensing, vol.60, 2021박선영
◾ Spatial mapping of short-term solar radiation prediction incorporating geostationary satellite images coupled with deep convolutional LSTM networks for South Korea, ENVIRONMENTAL RESEARCH LETTERS, vol.15 No.9, 2020박선영
◾ Recent ENSO influence on East African drought during rainy seasons through the synergistic use of satellite and reanalysis data, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, vol.162 pp.17~26, 2020박선영
◾ Analysis of Thermal Environment by Urban Expansion using KOMPSAT and Landsat 8: Sejong City, 대한원격탐사학회지, vol.35 No.6 pp.1403~1415, 2019박선영
◾ Spatial Assessment of Solar Radiation by Machine Learning and Deep Neural Network Models Using Data Provided by the COMS MI Geostationary Satellite: A Case Study in South Korea, SENSORS, vol.19 No.9, 2019박선영
◾ Machine Learning Approaches for Detecting Tropical Cyclone Formation Using Satellite Data, REMOTE SENSING, vol.11 No.10, 2019박선영
◾ Prediction of Drought on Pentad Scale Using Remote Sensing Data and MJO Index through Random Forest over East Asia, REMOTE SENSING, vol.10 No.11, 2018박선영
◾ Classification and Mapping of Paddy Rice by Combining Landsat and SAR Time Series Data, REMOTE SENSING, vol.10 No.3, 2018박선영
◾ Estimation of daily maximum and minimum air temperatures in urban landscapes using MODIS time series satellite data, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, vol.137 pp.149~162, 2018박선영
◾ Thermal Characteristics of Daegu using Land Cover Data and Satellite-derived Surface Temperature Downscaled Based on Machine Learning, 대한원격탐사학회지, vol.33 No.6 pp.1101~1118, 2017박선영
◾ Detection of Tropical Overshooting Cloud Tops Using Himawari-8 Imagery, REMOTE SENSING, vol.9 No.7, 2017박선영
◾ Drought monitoring using high resolution soil moisture through multi-sensor satellite data fusion over the Korean peninsula, AGRICULTURAL AND FOREST METEOROLOGY, vol.237 pp.257~269, 2017박선영
◾ Downscaling GLDAS Soil Moisture Data in East Asia through Fusion of Multi-Sensors by Optimizing Modified Regression Trees, WATER, vol.9 No.5, 2017박선영
◾ Spatiotemporal downscaling approaches for monitoring 8-day 30 m actual evapotranspiration, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, vol.126 pp.79~93, 2017박선영
◾ Detection of tropical cyclone genesis via quantitative satellite ocean surface wind pattern and intensity analyses using decision trees, REMOTE SENSING OF ENVIRONMENT, vol.183 pp.205~214, 2016박선영
◾ Downscaling of AMSR-E soil moisture with MODIS products using machine learning approaches, ENVIRONMENTAL EARTH SCIENCES, vol.75 No.15, 2016박선영
◾ Downscaling of MODIS One Kilometer Evapotranspiration Using Landsat-8 Data and Machine Learning Approaches, REMOTE SENSING, vol.8 No.3, 2016박선영
◾ Drought assessment and monitoring through blending of multi-sensor indices using machine learning approaches for different climate regions, AGRICULTURAL AND FOREST METEOROLOGY, vol.216 pp.157~169, 2016박선영
◾ Relationship between land cover patterns and surface temperature in urban areas, GISCIENCE & REMOTE SENSING, vol.51 pp.521~536, 2014박선영
◾ 박선영, 이경일, 박혜빈, Production of high-resolution Gross Primary Productivity using Sentinel-2A/B imagery, 2024 AGU’s annual meeting, Washington Convention Center, 2024박선영
◾ 백해담, 김건우, 이경일, 박선영, 강성룡, 최철현, IUCN GET 분류 기준 및 원격탐사 기술을 적용한 자연생태계 범위 지정, KSRS 2024, 더케이호텔서울, 2024박선영
◾ 박혜빈, 박선영, Reference 기반의 SRGAN을 활용한 GPP 해상도 향상, KSRS 2024, 더케이호텔서울, 2024박선영
◾ 김민, 박선영, 국방 경계 감시를 위한 적외선 영상 기반 다중 객체 탐지 및 추적, KSRS 2024, 더케이호텔서울, 2024박선영
◾ 고민지, 이유진, 박선영, 김병철, 김은수, 이경일, 고해상도 위성영상과 지상관측 데이터를 활용한 대기오염 지도 구현, KSRS 2024, 더케이호텔서울, 2024박선영
◾ 김병철, 박선영, Sentinel-2와 PlanetScope 위성영상을 활용한 가상 밴드 기반의 산불 피해 탐지 정확도 개선, KSRS 2024, 더케이호텔 서울 , 2024박선영
◾ Byeongcheol KIM, Kyungil LEE, Seonyoung PARK, A Novel Transformer-based Architecture for Future Soil Moisture Prediction Using LDAS, Asia Oceania Geosciences Society (AOGS24), 평창 알펜시아, 2024박선영
◾ 김병철, 박선영, Burned Area Mapping Using Deep Learning Approach Based on Cubesat Images, Asia Oceania Geosciences Society (AOGS24), 평창 알펜시아, 2024박선영
◾ 박혜빈, 이예진, 박선영, Production of High Resolution GPP Using Sentinel-2 Images, Asia Oceania Geosciences Society (AOGS24), 평창 알펜시아, 2024박선영
◾ 김병철, 이경일, 박선영, 백해담, PlanetScope 데이터를 활용한 산불 피해지역 적용 가능성 평가, KAGIS 2024, 부경대학교 대연캠퍼스 미래관 , 2024박선영
◾ Roberto Chang-Silva, 송낙훈, 이경일, 박선영, Unveiling Industrial Air Pollution: Transformer-Based Soft Sensor Forecasting, KAGIS 2024, 부경대학교 대연캠퍼스 미래관 CEO홀 (부산, 대한민국), 2024박선영
◾ 김건우, 박선영, 윤솔희, 김영우, RandomForest 모델 기반 자율 주행 차량에서의 Eye tracking data 분석을 통한 상황 인식 점수 도출 연구, KAGIS 2024, 부경대학교 대연캠퍼스 미래관, 2024박선영
◾ 박혜빈, 이예진, 박선영, AI기반의 Sentinel-2 영상을 이용한 MODIS GPP 고해상도화, KAGIS 2024, 부경대학교 미래관, 2024박선영
◾ 김병철, 박선영, Burned area detection based on Planet imagery using virtual SWIR band, EGU General Assembly 2024, Austria Center Vienna (Wien, Austria), 2024박선영
◾ Roberto Chang-Silva, Seonyoung PARK, Predicting Flash Droughts Using Transformers: Understanding Surface and Root Zone, EGU General Assembly (EGU2024), Austria Center Vienna (ACV), 2024박선영
◾ 박선영, Sentinel-2 영상을 이용한 동계작물 재배지역 분류, 2023 GEOAI, 그랜드 하얏트 제주, 2023박선영
◾ 박선영, 임정호, Performance of the Drought Indices in the Different Agricultural Systems, 2023 IAG'i, The University of Electro-Communications (Chofu City, Tokyo), 2023박선영
◾ 박선영, Performance of the Drought Indices in the Different Agricultural Systems, AOGS 2023, SUNTEC Singapore, 2023박선영
◾ 이예진, 박헤빈, 박선영, 송낙훈, 이경일, 머신러닝을 활용한 제조 사업장 대기오염 물질 배출량 예측 및 확산 모델링, 2023 전자공학회 춘계학술대회, 롯데호텔 제주, 2023박선영
◾ 박선영, 이경일, Satellite-based burn severity mapping and evaluating the transferability of Copernicus EMS data using machine learning approaches, EGU23, Austria Center Vienna, 2023박선영
◾ 박선영, 강유진, 오상호, 이경일, 한유경, 다양한 위성영상을 이용한 머신러닝 기반의 우리나라 산불 피해지역 탐지, 2022년 GEOAI데이터학회 추계학술대회, 그랜드하얏트 제주, 2022박선영
◾ 박선영, 이경일, 김병철, 박혜빈, 정영민, 송낙훈, 강유진, 김우혁, 원격탐사와 인공지능을 이용한 우리나라 기후환경에 따른 산불 분석, 2022년 대한원격탐사학회 추계학술대회, 부산 벡스코, 2022박선영
◾ 박혜빈, 박선영, Satellite-based Crop Yield Prediction Using Machine Learning Approacehs, 2022 KAGIS Fall conference, 제주대학교 아라캠퍼스, 2022박선영
◾ 정영민 이경일, 박선영, Landsat 9 based Local Climate Zone Mapping using CNN in Rome, 2022 KAGIS Fall conference, 제주대학교 아라캠퍼스, 2022박선영
◾ Seonyoung Park, Yeji Kim, Bo-ram Kim, Youkyung Han, Changhui Lee, Teaheon Kim , DETECTION OF SMALL SCALE FOREST FIRE BASED ON MULTI-SATELLITE REMOTE SENSING USING MACHINE LEARNING APPROACHES, IEEE IGARSS (International Geoscience and Remote Sensing Symposium) 2022, Kuala Lumpur Convention Centre, 2022박선영
◾ 박선영, 임정호, 기후지수와 위성기반 가뭄지수를 이용한 머신러닝 기반의 단기가뭄 예측, 2021년 지오에이아이데이터학회 추계학술대회, 부산 파라다이스 호텔, 2021박선영
◾ 박선영, 염종민, 김은애, 배출량 예측 모니터링 시스템(PEMS) 구축을 위한 머신러닝 기반의 사업장 내 AOD 추정, 지오에이아이데이터학회 추계학술대회, 부산 파라다이스 호텔, 2021박선영
◾ 김보람, 김예지, 박선영, 다중위성 산불 탐지 및 분석: 정지궤도 산불 탐지 및 지역 추출, 항공우주학회 추계학술대회 논문집, 제주 라마다 호텔, 2021박선영
◾ 박선영, 염종민, 강대현, 배출량 예측 모니터링 시스템 구축을 위한 다양한 머신러닝 기법 기반의 대기 AOD 추정, 2021 공동추계학술대회, 제주대학교 아라캠퍼스, 2021박선영
◾ 박선영, 김예지, 김보람, Forest fire detection using multi-satellite remote sensing, BIEN2021, 대전 ICC 및 온라인 하이브리드, 2021박선영
◾ 김예지, 박선영, 이정호, 채태병, 다목적실용위성 3호와 3A호 영상의 산불피해 분석을 위한 지수지도 분석, 한국항공우주학회 2020 추계학술대회 논문집, 제주도 라마다호텔, 2020박선영
◾ 박선영, 유철희, 김예지, 조동진, KOMPSAT과 Landsat 8 영상을 이용한 도시확장에 따른 열 환경 분석, 한국지리정보학회 추계학술대회집, 제주대학교 아라컨벤션, 2020박선영
◾ 박선영, 머신러닝을 활용한 위성영상 활용: 재난재해 분석, 대한원격탐사학회 2020추계학술대회집, 온라인 발표, 2020박선영
Faculty
